{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Matplotlib图鉴——进阶雷达图\n",
    "\n",
    "## 公众号：可视化图鉴"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.3.3\n",
      "1.2.0\n",
      "1.19.4\n"
     ]
    }
   ],
   "source": [
    "import matplotlib\n",
    "print(matplotlib.__version__) #查看Matplotlib版本\n",
    "import pandas as pd\n",
    "print(pd.__version__) #查看pandas版本\n",
    "import numpy as np\n",
    "print(np.__version__) #查看numpy版本\n",
    "import matplotlib.pyplot as plt \n",
    "plt.rcParams['font.sans-serif'] = ['STHeiti'] #设置中文"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "注意，代码在以下环境全部通过测试:\n",
    "- Python 3.7.1\n",
    "- Matplotlib == 3.3.2\n",
    "- pandas == 1.2.0\n",
    "- numpy == 1.19.2\n",
    "\n",
    "因版本不同，可能会有部分语法差异，如有报错，请先检查拼写及版本是否一致！"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 进阶雷达图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Circle, RegularPolygon\n",
    "from matplotlib.path import Path\n",
    "from matplotlib.projections.polar import PolarAxes\n",
    "from matplotlib.projections import register_projection\n",
    "from matplotlib.spines import Spine\n",
    "from matplotlib.transforms import Affine2D\n",
    "\n",
    "\n",
    "def radar_factory(num_vars, frame='circle'):\n",
    "    \"\"\"Create a radar chart with `num_vars` axes.\n",
    "\n",
    "    This function creates a RadarAxes projection and registers it.\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    num_vars : int\n",
    "        Number of variables for radar chart.\n",
    "    frame : {'circle' | 'polygon'}\n",
    "        Shape of frame surrounding axes.\n",
    "\n",
    "    \"\"\"\n",
    "    # calculate evenly-spaced axis angles\n",
    "    theta = np.linspace(0, 2*np.pi, num_vars, endpoint=False)\n",
    "\n",
    "    class RadarAxes(PolarAxes):\n",
    "\n",
    "        name = 'radar'\n",
    "        # use 1 line segment to connect specified points\n",
    "        RESOLUTION = 1\n",
    "\n",
    "        def __init__(self, *args, **kwargs):\n",
    "            super().__init__(*args, **kwargs)\n",
    "            # rotate plot such that the first axis is at the top\n",
    "            self.set_theta_zero_location('N')\n",
    "\n",
    "        def fill(self, *args, closed=True, **kwargs):\n",
    "            \"\"\"Override fill so that line is closed by default\"\"\"\n",
    "            return super().fill(closed=closed, *args, **kwargs)\n",
    "\n",
    "        def plot(self, *args, **kwargs):\n",
    "            \"\"\"Override plot so that line is closed by default\"\"\"\n",
    "            lines = super().plot(*args, **kwargs)\n",
    "            for line in lines:\n",
    "                self._close_line(line)\n",
    "\n",
    "        def _close_line(self, line):\n",
    "            x, y = line.get_data()\n",
    "            # FIXME: markers at x[0], y[0] get doubled-up\n",
    "            if x[0] != x[-1]:\n",
    "                x = np.concatenate((x, [x[0]]))\n",
    "                y = np.concatenate((y, [y[0]]))\n",
    "                line.set_data(x, y)\n",
    "\n",
    "        def set_varlabels(self, labels):\n",
    "            self.set_thetagrids(np.degrees(theta), labels)\n",
    "\n",
    "        def _gen_axes_patch(self):\n",
    "            # The Axes patch must be centered at (0.5, 0.5) and of radius 0.5\n",
    "            # in axes coordinates.\n",
    "            if frame == 'circle':\n",
    "                return Circle((0.5, 0.5), 0.5)\n",
    "            elif frame == 'polygon':\n",
    "                return RegularPolygon((0.5, 0.5), num_vars,\n",
    "                                      radius=.5, edgecolor=\"k\")\n",
    "            else:\n",
    "                raise ValueError(\"unknown value for 'frame': %s\" % frame)\n",
    "\n",
    "        def _gen_axes_spines(self):\n",
    "            if frame == 'circle':\n",
    "                return super()._gen_axes_spines()\n",
    "            elif frame == 'polygon':\n",
    "                # spine_type must be 'left'/'right'/'top'/'bottom'/'circle'.\n",
    "                spine = Spine(axes=self,\n",
    "                              spine_type='circle',\n",
    "                              path=Path.unit_regular_polygon(num_vars))\n",
    "                # unit_regular_polygon gives a polygon of radius 1 centered at\n",
    "                # (0, 0) but we want a polygon of radius 0.5 centered at (0.5,\n",
    "                # 0.5) in axes coordinates.\n",
    "                spine.set_transform(Affine2D().scale(.5).translate(.5, .5)\n",
    "                                    + self.transAxes)\n",
    "                return {'polar': spine}\n",
    "            else:\n",
    "                raise ValueError(\"unknown value for 'frame': %s\" % frame)\n",
    "\n",
    "    register_projection(RadarAxes)\n",
    "    return theta\n",
    "\n",
    "\n",
    "def example_data():\n",
    "\n",
    "    data = [\n",
    "        ['A', 'B', 'C', 'D', 'E', 'F', 'G', 'H', 'I'],\n",
    "        ('员工1', [\n",
    "            [0.88, 0.01, 0.03, 0.03, 0.00, 0.06, 0.01, 0.50, 0.00],\n",
    "            [0.07, 0.95, 0.04, 0.05, 0.00, 0.02, 0.01, 0.70, 0.00],\n",
    "            [0.01, 0.02, 0.85, 0.19, 0.05, 0.10, 0.00, 0.30, 0.00],\n",
    "            [0.02, 0.01, 0.07, 0.01, 0.21, 0.12, 0.98, 0.00, 0.00],\n",
    "            [0.01, 0.01, 0.02, 0.71, 0.74, 0.70, 0.00, 0.00, 0.00]]),\n",
    "        ('员工2', [\n",
    "            [0.88, 0.02, 0.02, 0.02, 0.00, 0.05, 0.00, 0.05, 0.00],\n",
    "            [0.08, 0.94, 0.04, 0.02, 0.00, 0.01, 0.12, 0.04, 0.00],\n",
    "            [0.01, 0.01, 0.79, 0.60, 0.20, 0.05, 0.00, 0.31, 0.00],\n",
    "            [0.00, 0.62, 0.03, 0.38, 0.31, 0.31, 0.00, 0.59, 0.00],\n",
    "            [0.02, 0.02, 0.11, 0.47, 0.69, 0.58, 0.88, 0.00, 0.00]]),\n",
    "        ('员工3', [\n",
    "            [0.89, 0.01, 0.07, 0.00, 0.00, 0.55, 0.50, 0.30, 0.03],\n",
    "            [0.07, 0.95, 0.05, 0.04, 0.40, 0.02, 0.12, 0.00, 0.00],\n",
    "            [0.51, 0.02, 0.86, 0.27, 0.16, 0.19, 0.40, 0.00, 0.00],\n",
    "            [0.01, 0.03, 0.30, 0.32, 0.29, 0.27, 0.00, 0.00, 0.95],\n",
    "            [0.02, 0.00, 0.03, 0.37, 0.56, 0.47, 0.87, 0.00, 0.00]]),\n",
    "        ('员工4', [\n",
    "            [0.87, 0.01, 0.08, 0.60, 0.00, 0.04, 0.00, 0.00, 0.01],\n",
    "            [0.09, 0.95, 0.02, 0.03, 0.00, 0.01, 0.13, 0.06, 0.00],\n",
    "            [0.01, 0.02, 0.71, 0.24, 0.13, 0.16, 0.00, 0.50, 0.00],\n",
    "            [0.01, 0.03, 0.00, 0.28, 0.24, 0.23, 0.00, 0.44, 0.88],\n",
    "            [0.02, 0.00, 0.18, 0.45, 0.64, 0.55, 0.86, 0.00, 0.16]])\n",
    "    ]\n",
    "    return data\n",
    "\n",
    "\n",
    "if __name__ == '__main__':\n",
    "    N = 9\n",
    "    theta = radar_factory(N, frame='polygon')\n",
    "\n",
    "    data = example_data()\n",
    "    spoke_labels = data.pop(0)\n",
    "\n",
    "    fig, axes = plt.subplots(figsize=(9, 9), nrows=2, ncols=2,\n",
    "                             subplot_kw=dict(projection='radar'))\n",
    "    fig.subplots_adjust(wspace=0.25, hspace=0.20, top=0.85, bottom=0.05)\n",
    "\n",
    "    colors = ['#FFFF00', '#FF3E96', '#98FB98', '#87CEFF', '#AB82FF']\n",
    "\n",
    "    for ax, (title, case_data) in zip(axes.flat, data):\n",
    "        ax.set_rgrids([0.2, 0.4, 0.6, 0.8])\n",
    "        ax.set_title(title, weight='bold', size='medium', position=(0.5, 1.1),\n",
    "                     horizontalalignment='center', verticalalignment='center')\n",
    "        for d, color in zip(case_data, colors):\n",
    "            ax.plot(theta, d, color=color)\n",
    "            ax.fill(theta, d, facecolor=color, alpha=0.25)\n",
    "        ax.set_varlabels(spoke_labels)\n",
    "\n",
    "    ax = axes[0, 0]\n",
    "    labels = ('因子 1', '因子 2', '因子 3', '因子 4', '因子 5')\n",
    "    legend = ax.legend(labels, loc=(0.9, .95),\n",
    "                       labelspacing=0.1, fontsize='small')\n",
    "\n",
    "    fig.text(0.5, 0.965, '在四种不同情况下五个因子的表现',\n",
    "             horizontalalignment='center', color='black', weight='bold',\n",
    "             size='large')\n",
    "    \n",
    "\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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